diff --git a/.env b/.env
index 935e53d..2573b4a 100644
--- a/.env
+++ b/.env
@@ -5,3 +5,4 @@
 # See the documentation for all the connection string options: https://pris.ly/d/connection-strings
 
 DATABASE_URL="postgresql://watches:watches@localhost:5432/watches?schema=public"
+EMBEDDING_MODEL=all-minilm
diff --git a/.upsun/config.yaml b/.upsun/config.yaml
index 8242e0c..ea08b4c 100644
--- a/.upsun/config.yaml
+++ b/.upsun/config.yaml
@@ -6,19 +6,45 @@ services:
         - vector
 
 applications:
+  ollama:
+    stack:
+      - "python@3.12"
+      - "ollama"
+    container_profile: BALANCED
+    relationships:
+      db: "postgresql:postgresql"
+    mounts:
+      "/.ollama":
+        source: "storage"
+        source_path: ".ollama"
+    web:
+      commands:
+        start: "OLLAMA_HOST=:$PORT ollama serve"
+    hooks:
+      build: |
+        set -eux
+        cd vectorize/
+        pip install -r requirements.txt
+      deploy: |
+        set -eux
+        set -a
+        . /app/.env
+        export OLLAMA_HOST=:$PORT
+        ollama pull $EMBEDDING_MODEL
+
+        cd vectorize/
+        python vectorize.py
+
   app:
     stack:
       - "nodejs@22"
-      - "python@3.12"
     relationships:
       db: "postgresql:postgresql"
+      ollama: "ollama:http"
     mounts:
       "/.npm":
         source: "storage"
         source_path: "npm"
-      "/.cache":
-        source: "storage"
-        source_path: "cache"
     web:
       commands:
         start: "npx next start -p $PORT"
@@ -28,12 +54,6 @@ applications:
         npm install
         npx prisma generate
         npm run build
-        cd vectorize/
-        pip install -r requirements.txt
-      post_deploy: |
-        set -eux
-        cd vectorize/
-        python vectorize.py
 
 routes:
   "https://{default}/":
diff --git a/package-lock.json b/package-lock.json
index c64181f..62dda7b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -17,6 +17,7 @@
         "clsx": "^2.1.1",
         "lucide-react": "^0.379.0",
         "next": "14.2.3",
+        "ollama": "^0.5.2",
         "openai": "^4.47.2",
         "prisma": "^5.14.0",
         "react": "^18",
@@ -53,7 +54,7 @@
         "zod": "^3.0.0"
       }
     },
-    "node_modules/@ai-sdk/provider": {
+    "node_modules/@ai-sdk/openai/node_modules/@ai-sdk/provider": {
       "version": "0.0.8",
       "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-0.0.8.tgz",
       "integrity": "sha512-+gcMvyPUDfDXV9caN3CG5Le0M5K4CjqTdMV1ODg/AosApQiJW9ByN5imJPdI043zVdt+HS9WG+s0j4am7ca4bg==",
@@ -64,7 +65,7 @@
         "node": ">=18"
       }
     },
-    "node_modules/@ai-sdk/provider-utils": {
+    "node_modules/@ai-sdk/openai/node_modules/@ai-sdk/provider-utils": {
       "version": "0.0.11",
       "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-0.0.11.tgz",
       "integrity": "sha512-JRDrqL2FGDmLh+a4R5qbS8UrWN9Lt7DpDIY1x6owgXjXkz3Umm1czs1X32VlL0M1dpoSxu4hGBFtXd56+kDzXA==",
@@ -86,21 +87,131 @@
         }
       }
     },
-    "node_modules/@ai-sdk/provider-utils/node_modules/nanoid": {
-      "version": "3.3.6",
-      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.6.tgz",
-      "integrity": "sha512-BGcqMMJuToF7i1rt+2PWSNVnWIkGCU78jBG3RxO/bZlnZPK2Cmi2QaffxGO/2RvWi9sL+FAiRiXMgsyxQ1DIDA==",
-      "funding": [
-        {
-          "type": "github",
-          "url": "https://github.com/sponsors/ai"
+    "node_modules/@ai-sdk/provider": {
+      "version": "0.0.10",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-0.0.10.tgz",
+      "integrity": "sha512-NzkrtREQpHID1cTqY/C4CI30PVOaXWKYytDR2EcytmFgnP7Z6+CrGIA/YCnNhYAuUm6Nx+nGpRL/Hmyrv7NYzg==",
+      "dependencies": {
+        "json-schema": "0.4.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@ai-sdk/provider-utils": {
+      "version": "0.0.15",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-0.0.15.tgz",
+      "integrity": "sha512-eTkIaZc/Ud96DYG40lLuKWJvZ2GoW/wT4KH9r1f3wGUhj5wgQN+bzgdI57z60VOEDuMmDVuILVnTLFe0HNT5Iw==",
+      "dependencies": {
+        "@ai-sdk/provider": "0.0.10",
+        "eventsource-parser": "1.1.2",
+        "nanoid": "3.3.6",
+        "secure-json-parse": "2.7.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.0.0"
+      },
+      "peerDependenciesMeta": {
+        "zod": {
+          "optional": true
         }
-      ],
-      "bin": {
-        "nanoid": "bin/nanoid.cjs"
+      }
+    },
+    "node_modules/@ai-sdk/react": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/react/-/react-0.0.3.tgz",
+      "integrity": "sha512-P7VAuo4lrO2GTB5vgNN6M7Ws07S4VXryguSE1DaSy2EAnZvxBURau/j0zcVo3FdyCPHwyZesMCyElmcTUuirOA==",
+      "dependencies": {
+        "@ai-sdk/provider-utils": "0.0.15",
+        "@ai-sdk/ui-utils": "0.0.3",
+        "swr": "2.2.0"
       },
       "engines": {
-        "node": "^10 || ^12 || ^13.7 || ^14 || >=15.0.1"
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": "^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/solid": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/solid/-/solid-0.0.3.tgz",
+      "integrity": "sha512-arCWuCO/jowIaFRIbczv44rHwGV8oW/ON8Sc3W7gFlparnt7z1umdwcEFo4BXbHxvMNsd9xYv4FFrgSTkULxbQ==",
+      "dependencies": {
+        "@ai-sdk/ui-utils": "0.0.3",
+        "solid-swr-store": "0.10.7",
+        "swr-store": "0.10.6"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "solid-js": "^1.7.7"
+      },
+      "peerDependenciesMeta": {
+        "solid-js": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/svelte": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/svelte/-/svelte-0.0.3.tgz",
+      "integrity": "sha512-Utf5ocrhXOzf/JhpR4w7oZbWEG6OuEHZlH8whCG5qsKPbTDR06OzFPIGdHKjo55KUTNqpTqpcrMZriy3/BG0xQ==",
+      "dependencies": {
+        "@ai-sdk/provider-utils": "0.0.15",
+        "@ai-sdk/ui-utils": "0.0.3",
+        "sswr": "2.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "svelte": "^3.0.0 || ^4.0.0"
+      },
+      "peerDependenciesMeta": {
+        "svelte": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/ui-utils": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/ui-utils/-/ui-utils-0.0.3.tgz",
+      "integrity": "sha512-V3tF7zh1h4wEORlh8hRE8MI31KiCE/RliXrVNQT9aW3+lAlDNd9nd/sEtGsdioxhJcddqQmPxycVrSOSAFEEzw==",
+      "dependencies": {
+        "@ai-sdk/provider-utils": "0.0.15"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@ai-sdk/vue": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/vue/-/vue-0.0.3.tgz",
+      "integrity": "sha512-HtpFZBCFayn34s68jel6KdFgMa+iC3pNfWVIld/vqgJ4OM1seuY4fVz8+52wEw737FN9hqYvEY+93jORoxgOCg==",
+      "dependencies": {
+        "@ai-sdk/ui-utils": "0.0.3",
+        "swrv": "1.0.4"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "vue": "^3.3.4"
+      },
+      "peerDependenciesMeta": {
+        "vue": {
+          "optional": true
+        }
       }
     },
     "node_modules/@alloc/quick-lru": {
@@ -128,9 +239,9 @@
       }
     },
     "node_modules/@babel/parser": {
-      "version": "7.24.6",
-      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.24.6.tgz",
-      "integrity": "sha512-eNZXdfU35nJC2h24RznROuOpO94h6x8sg9ju0tT9biNtLZ2vuP8SduLqqV+/8+cebSLV9SJEAN5Z3zQbJG/M+Q==",
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.24.7.tgz",
+      "integrity": "sha512-9uUYRm6OqQrCqQdG1iCBwBPZgN8ciDBro2nIOFaiRz1/BCxaI7CNvQbDHvsArAC7Tw9Hda/B3U+6ui9u4HWXPw==",
       "peer": true,
       "bin": {
         "parser": "bin/babel-parser.js"
@@ -140,9 +251,9 @@
       }
     },
     "node_modules/@babel/runtime": {
-      "version": "7.24.6",
-      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.24.6.tgz",
-      "integrity": "sha512-Ja18XcETdEl5mzzACGd+DKgaGJzPTCow7EglgwTmHdwokzDFYh/MHua6lU6DV/hjF2IaOJ4oX2nqnjG7RElKOw==",
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.24.7.tgz",
+      "integrity": "sha512-UwgBRMjJP+xv857DCngvqXI3Iq6J4v0wXmwc6sapg+zyhbwmQX67LUEFrkK5tbyJ30jGuG3ZvWpBiB9LCy1kWw==",
       "dependencies": {
         "regenerator-runtime": "^0.14.0"
       },
@@ -166,9 +277,9 @@
       }
     },
     "node_modules/@eslint-community/regexpp": {
-      "version": "4.10.0",
-      "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.10.0.tgz",
-      "integrity": "sha512-Cu96Sd2By9mCNTx2iyKOmq10v22jUVQv0lQnlGNy16oE9589yE+QADPbrMGCkA51cKZSg3Pu/aTJVTGfL/qjUA==",
+      "version": "4.10.1",
+      "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.10.1.tgz",
+      "integrity": "sha512-Zm2NGpWELsQAD1xsJzGQpYfvICSsFkEpU0jxBjfdC6uNEWXcHnfs9hScFWtXVDVl+rBQJGrl4g1vcKIejpH9dA==",
       "dev": true,
       "engines": {
         "node": "^12.0.0 || ^14.0.0 || >=16.0.0"
@@ -218,14 +329,15 @@
       }
     },
     "node_modules/@huggingface/tasks": {
-      "version": "0.10.9",
-      "resolved": "https://registry.npmjs.org/@huggingface/tasks/-/tasks-0.10.9.tgz",
-      "integrity": "sha512-KdGnpw7sTLgr9nUwH6NrMHi/6/yBe5HdeXeKWauajseKZXwyrTYwNYIzMnh8/hE7Qa2UnseAdFMpCqe54vGd4A=="
+      "version": "0.10.19",
+      "resolved": "https://registry.npmjs.org/@huggingface/tasks/-/tasks-0.10.19.tgz",
+      "integrity": "sha512-JnfdySzAXNvuL8q0QUt1952cebwcpTjUKt8Hq80OSksY5l8hTpN2OcBpjrJ3Zk91mQnqVNJ9LS3B7RfCQ7kW/A=="
     },
     "node_modules/@humanwhocodes/config-array": {
       "version": "0.11.14",
       "resolved": "https://registry.npmjs.org/@humanwhocodes/config-array/-/config-array-0.11.14.tgz",
       "integrity": "sha512-3T8LkOmg45BV5FICb15QQMsyUSWrQ8AygVfC7ZG32zOalnqrilm018ZVCw0eapXux8FtA33q8PSRSstjee3jSg==",
+      "deprecated": "Use @eslint/config-array instead",
       "dev": true,
       "dependencies": {
         "@humanwhocodes/object-schema": "^2.0.2",
@@ -253,6 +365,7 @@
       "version": "2.0.3",
       "resolved": "https://registry.npmjs.org/@humanwhocodes/object-schema/-/object-schema-2.0.3.tgz",
       "integrity": "sha512-93zYdMES/c1D69yZiKDBj0V24vqNzB/koF26KPaagAfd3P/4gUlh3Dys5ogAK+Exi9QyzlD8x/08Zt7wIKcDcA==",
+      "deprecated": "Use @eslint/object-schema instead",
       "dev": true
     },
     "node_modules/@isaacs/cliui": {
@@ -530,9 +643,9 @@
       }
     },
     "node_modules/@prisma/client": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-5.14.0.tgz",
-      "integrity": "sha512-akMSuyvLKeoU4LeyBAUdThP/uhVP3GuLygFE3MlYzaCb3/J8SfsYBE5PkaFuLuVpLyA6sFoW+16z/aPhNAESqg==",
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/@prisma/client/-/client-5.15.1.tgz",
+      "integrity": "sha512-fmZRGmsUJ9+VwC/AvfP/PwdpD0xAEyPvNsD9/B3+GYpETq9VejVRT3PiqNvl76q1uYYzNZeo8u/LmzzTetHSEg==",
       "hasInstallScript": true,
       "engines": {
         "node": ">=16.13"
@@ -547,43 +660,43 @@
       }
     },
     "node_modules/@prisma/debug": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/@prisma/debug/-/debug-5.14.0.tgz",
-      "integrity": "sha512-iq56qBZuFfX3fCxoxT8gBX33lQzomBU0qIUaEj1RebsKVz1ob/BVH1XSBwwwvRVtZEV1b7Fxx2eVu34Ge/mg3w=="
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/@prisma/debug/-/debug-5.15.1.tgz",
+      "integrity": "sha512-NQjdEplhXEcPvf84ghxExC+LD+iTimbg3sZvA3BhybVQIocBEBxFf9GTHhmRVPmjrWoBaYJBVgEEBXZT27JTbQ=="
     },
     "node_modules/@prisma/engines": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/@prisma/engines/-/engines-5.14.0.tgz",
-      "integrity": "sha512-lgxkKZ6IEygVcw6IZZUlPIfLQ9hjSYAtHjZ5r64sCLDgVzsPFCi2XBBJgzPMkOQ5RHzUD4E/dVdpn9+ez8tk1A==",
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/@prisma/engines/-/engines-5.15.1.tgz",
+      "integrity": "sha512-1iTRxJEFvpBpEWf2bYiMG6LBBQhX7X+GA5piH+tmPWgc/v+/ElxQf2kjQxby8AErmZqtZkdoKJ7FSRjNjBPE9Q==",
       "hasInstallScript": true,
       "dependencies": {
-        "@prisma/debug": "5.14.0",
-        "@prisma/engines-version": "5.14.0-25.e9771e62de70f79a5e1c604a2d7c8e2a0a874b48",
-        "@prisma/fetch-engine": "5.14.0",
-        "@prisma/get-platform": "5.14.0"
+        "@prisma/debug": "5.15.1",
+        "@prisma/engines-version": "5.15.1-1.5675a3182f972f1a8f31d16eee6abf4fd54910e3",
+        "@prisma/fetch-engine": "5.15.1",
+        "@prisma/get-platform": "5.15.1"
       }
     },
     "node_modules/@prisma/engines-version": {
-      "version": "5.14.0-25.e9771e62de70f79a5e1c604a2d7c8e2a0a874b48",
-      "resolved": "https://registry.npmjs.org/@prisma/engines-version/-/engines-version-5.14.0-25.e9771e62de70f79a5e1c604a2d7c8e2a0a874b48.tgz",
-      "integrity": "sha512-ip6pNkRo1UxWv+6toxNcYvItNYaqQjXdFNGJ+Nuk2eYtRoEdoF13wxo7/jsClJFFenMPVNVqXQDV0oveXnR1cA=="
+      "version": "5.15.1-1.5675a3182f972f1a8f31d16eee6abf4fd54910e3",
+      "resolved": "https://registry.npmjs.org/@prisma/engines-version/-/engines-version-5.15.1-1.5675a3182f972f1a8f31d16eee6abf4fd54910e3.tgz",
+      "integrity": "sha512-7csphKGCG6n/cN1MkT1mJvQ78Ir18IknlYZ8eyEoLKdQBb0HscR/6TyPmzqrMA7Rz01K1KeXqctwAqxtA/lKQg=="
     },
     "node_modules/@prisma/fetch-engine": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-5.14.0.tgz",
-      "integrity": "sha512-VrheA9y9DMURK5vu8OJoOgQpxOhas3qF0IBHJ8G/0X44k82kc8E0w98HCn2nhnbOOMwbWsJWXfLC2/F8n5u0gQ==",
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/@prisma/fetch-engine/-/fetch-engine-5.15.1.tgz",
+      "integrity": "sha512-mj0wfsJ+mAdDp1ynT2JKxAXa+CoYMT267qF7g2Uv+oaVTI2CMfGWouMARht8T2QLTgl+gpXSFTwIYbcR+oWEtw==",
       "dependencies": {
-        "@prisma/debug": "5.14.0",
-        "@prisma/engines-version": "5.14.0-25.e9771e62de70f79a5e1c604a2d7c8e2a0a874b48",
-        "@prisma/get-platform": "5.14.0"
+        "@prisma/debug": "5.15.1",
+        "@prisma/engines-version": "5.15.1-1.5675a3182f972f1a8f31d16eee6abf4fd54910e3",
+        "@prisma/get-platform": "5.15.1"
       }
     },
     "node_modules/@prisma/get-platform": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-5.14.0.tgz",
-      "integrity": "sha512-/yAyBvcEjRv41ynZrhdrPtHgk47xLRRq/o5eWGcUpBJ1YrUZTYB8EoPiopnP7iQrMATK8stXQdPOoVlrzuTQZw==",
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/@prisma/get-platform/-/get-platform-5.15.1.tgz",
+      "integrity": "sha512-oFccp7bYys+ZYkmtYzjR+0cRrGKvSuF+h5QhSkyEsYQ9kzJzQRvuWt2SiHRPt8xOQ4MTmujM+bP5uOexnnAHdQ==",
       "dependencies": {
-        "@prisma/debug": "5.14.0"
+        "@prisma/debug": "5.15.1"
       }
     },
     "node_modules/@radix-ui/react-compose-refs": {
@@ -695,9 +808,9 @@
       "integrity": "sha512-nG96G3Wp6acyAgJqGasjODb+acrI7KltPiRxzHPXnP3NgI28bpQDRv53olbqGXbfcgF5aiiHmO3xpwEpS5Ld9g=="
     },
     "node_modules/@types/node": {
-      "version": "20.12.12",
-      "resolved": "https://registry.npmjs.org/@types/node/-/node-20.12.12.tgz",
-      "integrity": "sha512-eWLDGF/FOSPtAvEqeRAQ4C8LSA7M1I7i0ky1I8U7kD1J5ITyW3AsRhQrKVoWf5pFKZ2kILsEGJhsI9r93PYnOw==",
+      "version": "20.14.5",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-20.14.5.tgz",
+      "integrity": "sha512-aoRR+fJkZT2l0aGOJhuA8frnCSoNX6W7U2mpNq63+BxBIj5BQFt8rHy627kijCmm63ijdSdwvGgpUsU6MBsZZA==",
       "dependencies": {
         "undici-types": "~5.26.4"
       }
@@ -872,13 +985,13 @@
       "integrity": "sha512-zuVdFrMJiuCDQUMCzQaD6KL28MjnqqN8XnAqiEq9PNm/hCPTSGfrXCOfwj1ow4LFb/tNymJPwsNbVePc1xFqrQ=="
     },
     "node_modules/@vue/compiler-core": {
-      "version": "3.4.27",
-      "resolved": "https://registry.npmjs.org/@vue/compiler-core/-/compiler-core-3.4.27.tgz",
-      "integrity": "sha512-E+RyqY24KnyDXsCuQrI+mlcdW3ALND6U7Gqa/+bVwbcpcR3BRRIckFoz7Qyd4TTlnugtwuI7YgjbvsLmxb+yvg==",
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+      "resolved": "https://registry.npmjs.org/ollama/-/ollama-0.5.2.tgz",
+      "integrity": "sha512-nH9WEU8lGxX2RhTH9TukjwrQBlyoprIh8wIGMfFlprgzzJgAr+MFFmHzCt7BZt4SMFMXVwM2xnKrfshfHkBLyQ==",
+      "dependencies": {
+        "whatwg-fetch": "^3.6.20"
+      }
+    },
     "node_modules/once": {
       "version": "1.4.0",
       "resolved": "https://registry.npmjs.org/once/-/once-1.4.0.tgz",
@@ -5052,9 +5153,9 @@
       }
     },
     "node_modules/openai": {
-      "version": "4.47.2",
-      "resolved": "https://registry.npmjs.org/openai/-/openai-4.47.2.tgz",
-      "integrity": "sha512-E3Wq9mYdDSLajmcJm9RO/lCegTKrQ7ilAkMbhob4UgGhTjHwIHI+mXNDNPl5+sGIUp2iVUkpoi772FjYa7JlqA==",
+      "version": "4.52.1",
+      "resolved": "https://registry.npmjs.org/openai/-/openai-4.52.1.tgz",
+      "integrity": "sha512-kv2hevAWZZ3I/vd2t8znGO2rd8wkowncsfcYpo8i+wU9ML+JEcdqiViANXXjWWGjIhajFNixE6gOY1fEgqILAg==",
       "dependencies": {
         "@types/node": "^18.11.18",
         "@types/node-fetch": "^2.6.4",
@@ -5070,9 +5171,9 @@
       }
     },
     "node_modules/openai/node_modules/@types/node": {
-      "version": "18.19.33",
-      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.33.tgz",
-      "integrity": "sha512-NR9+KrpSajr2qBVp/Yt5TU/rp+b5Mayi3+OlMlcg2cVCfRmcG5PWZ7S4+MG9PZ5gWBoc9Pd0BKSRViuBCRPu0A==",
+      "version": "18.19.39",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.39.tgz",
+      "integrity": "sha512-nPwTRDKUctxw3di5b4TfT3I0sWDiWoPQCZjXhvdkINntwr8lcoVCKsTgnXeRubKIlfnV+eN/HYk6Jb40tbcEAQ==",
       "dependencies": {
         "undici-types": "~5.26.4"
       }
@@ -5363,9 +5464,9 @@
       }
     },
     "node_modules/postcss-load-config/node_modules/lilconfig": {
-      "version": "3.1.1",
-      "resolved": "https://registry.npmjs.org/lilconfig/-/lilconfig-3.1.1.tgz",
-      "integrity": "sha512-O18pf7nyvHTckunPWCV1XUNXU1piu01y2b7ATJ0ppkUkk8ocqVWBrYjJBCwHDjD/ZWcfyrA0P4gKhzWGi5EINQ==",
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/lilconfig/-/lilconfig-3.1.2.tgz",
+      "integrity": "sha512-eop+wDAvpItUys0FWkHIKeC9ybYrTGbU41U5K7+bttZZeohvnY7M9dZ5kB21GNWiFT2q1OoPTvncPCgSOVO5ow==",
       "engines": {
         "node": ">=14"
       },
@@ -5408,6 +5509,23 @@
       "resolved": "https://registry.npmjs.org/postcss-value-parser/-/postcss-value-parser-4.2.0.tgz",
       "integrity": "sha512-1NNCs6uurfkVbeXG4S8JFT9t19m45ICnif8zWLd5oPSZ50QnwMfK+H3jv408d4jw/7Bttv5axS5IiHoLaVNHeQ=="
     },
+    "node_modules/postcss/node_modules/nanoid": {
+      "version": "3.3.7",
+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.7.tgz",
+      "integrity": "sha512-eSRppjcPIatRIMC1U6UngP8XFcz8MQWGQdt1MTBQ7NaAmvXDfvNxbvWV3x2y6CdEUciCSsDHDQZbhYaB8QEo2g==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "bin": {
+        "nanoid": "bin/nanoid.cjs"
+      },
+      "engines": {
+        "node": "^10 || ^12 || ^13.7 || ^14 || >=15.0.1"
+      }
+    },
     "node_modules/prelude-ls": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/prelude-ls/-/prelude-ls-1.2.1.tgz",
@@ -5418,12 +5536,12 @@
       }
     },
     "node_modules/prisma": {
-      "version": "5.14.0",
-      "resolved": "https://registry.npmjs.org/prisma/-/prisma-5.14.0.tgz",
-      "integrity": "sha512-gCNZco7y5XtjrnQYeDJTiVZmT/ncqCr5RY1/Cf8X2wgLRmyh9ayPAGBNziI4qEE4S6SxCH5omQLVo9lmURaJ/Q==",
+      "version": "5.15.1",
+      "resolved": "https://registry.npmjs.org/prisma/-/prisma-5.15.1.tgz",
+      "integrity": "sha512-pYsUVpTlYvZ6mWvZKDv9rKdUa7tlfSUJY1CVtgb8Had1pHbIm9fr1MBASccr5XnSuCUrjnvKhWNwgSYy6aCajA==",
       "hasInstallScript": true,
       "dependencies": {
-        "@prisma/engines": "5.14.0"
+        "@prisma/engines": "5.15.1"
       },
       "bin": {
         "prisma": "build/index.js"
@@ -5972,14 +6090,14 @@
       }
     },
     "node_modules/sswr": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/sswr/-/sswr-2.0.0.tgz",
-      "integrity": "sha512-mV0kkeBHcjcb0M5NqKtKVg/uTIYNlIIniyDfSGrSfxpEdM9C365jK0z55pl9K0xAkNTJi2OAOVFQpgMPUk+V0w==",
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/sswr/-/sswr-2.1.0.tgz",
+      "integrity": "sha512-Cqc355SYlTAaUt8iDPaC/4DPPXK925PePLMxyBKuWd5kKc5mwsG3nT9+Mq2tyguL5s7b4Jg+IRMpTRsNTAfpSQ==",
       "dependencies": {
         "swrev": "^4.0.0"
       },
       "peerDependencies": {
-        "svelte": "^4.0.0"
+        "svelte": "^4.0.0 || ^5.0.0-next.0"
       }
     },
     "node_modules/streamsearch": {
@@ -6257,9 +6375,9 @@
       }
     },
     "node_modules/svelte": {
-      "version": "4.2.17",
-      "resolved": "https://registry.npmjs.org/svelte/-/svelte-4.2.17.tgz",
-      "integrity": "sha512-N7m1YnoXtRf5wya5Gyx3TWuTddI4nAyayyIWFojiWV5IayDYNV5i2mRp/7qNGol4DtxEYxljmrbgp1HM6hUbmQ==",
+      "version": "4.2.18",
+      "resolved": "https://registry.npmjs.org/svelte/-/svelte-4.2.18.tgz",
+      "integrity": "sha512-d0FdzYIiAePqRJEb90WlJDkjUEx42xhivxN8muUBmfZnP+tzUgz12DJ2hRJi8sIHCME7jeK1PTMgKPSfTd8JrA==",
       "peer": true,
       "dependencies": {
         "@ampproject/remapping": "^2.2.1",
@@ -6338,9 +6456,9 @@
       }
     },
     "node_modules/tailwindcss": {
-      "version": "3.4.3",
-      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.3.tgz",
-      "integrity": "sha512-U7sxQk/n397Bmx4JHbJx/iSOOv5G+II3f1kpLpY2QeUv5DcPdcTsYLlusZfq1NthHS1c1cZoyFmmkex1rzke0A==",
+      "version": "3.4.4",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-3.4.4.tgz",
+      "integrity": "sha512-ZoyXOdJjISB7/BcLTR6SEsLgKtDStYyYZVLsUtWChO4Ps20CBad7lfJKVDiejocV4ME1hLmyY0WJE3hSDcmQ2A==",
       "dependencies": {
         "@alloc/quick-lru": "^5.2.0",
         "arg": "^5.0.2",
@@ -6479,9 +6597,9 @@
       }
     },
     "node_modules/tslib": {
-      "version": "2.6.2",
-      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.2.tgz",
-      "integrity": "sha512-AEYxH93jGFPn/a2iVAwW87VuUIkR1FVUKB77NwMF7nBTDkDrrT/Hpt/IrCJ0QXhW27jTBDcf5ZY7w6RiqTMw2Q=="
+      "version": "2.6.3",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.3.tgz",
+      "integrity": "sha512-xNvxJEOUiWPGhUuUdQgAJPKOOJfGnIyKySOc09XkKsgdUV/3E2zvwZYdejjmRgPCgcym1juLH3226yA7sEFJKQ=="
     },
     "node_modules/type-check": {
       "version": "0.4.0",
@@ -6614,9 +6732,9 @@
       "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="
     },
     "node_modules/unified": {
-      "version": "11.0.4",
-      "resolved": "https://registry.npmjs.org/unified/-/unified-11.0.4.tgz",
-      "integrity": "sha512-apMPnyLjAX+ty4OrNap7yumyVAMlKx5IWU2wlzzUdYJO9A8f1p9m/gywF/GM2ZDFcjQPrx59Mc90KwmxsoklxQ==",
+      "version": "11.0.5",
+      "resolved": "https://registry.npmjs.org/unified/-/unified-11.0.5.tgz",
+      "integrity": "sha512-xKvGhPWw3k84Qjh8bI3ZeJjqnyadK+GEFtazSfZv/rKeTkTjOJho6mFqh2SM96iIcZokxiOpg78GazTSg8+KHA==",
       "dependencies": {
         "@types/unist": "^3.0.0",
         "bail": "^2.0.0",
@@ -6757,16 +6875,16 @@
       }
     },
     "node_modules/vue": {
-      "version": "3.4.27",
-      "resolved": "https://registry.npmjs.org/vue/-/vue-3.4.27.tgz",
-      "integrity": "sha512-8s/56uK6r01r1icG/aEOHqyMVxd1bkYcSe9j8HcKtr/xTOFWvnzIVTehNW+5Yt89f+DLBe4A569pnZLS5HzAMA==",
+      "version": "3.4.29",
+      "resolved": "https://registry.npmjs.org/vue/-/vue-3.4.29.tgz",
+      "integrity": "sha512-8QUYfRcYzNlYuzKPfge1UWC6nF9ym0lx7mpGVPJYNhddxEf3DD0+kU07NTL0sXuiT2HuJuKr/iEO8WvXvT0RSQ==",
       "peer": true,
       "dependencies": {
-        "@vue/compiler-dom": "3.4.27",
-        "@vue/compiler-sfc": "3.4.27",
-        "@vue/runtime-dom": "3.4.27",
-        "@vue/server-renderer": "3.4.27",
-        "@vue/shared": "3.4.27"
+        "@vue/compiler-dom": "3.4.29",
+        "@vue/compiler-sfc": "3.4.29",
+        "@vue/runtime-dom": "3.4.29",
+        "@vue/server-renderer": "3.4.29",
+        "@vue/shared": "3.4.29"
       },
       "peerDependencies": {
         "typescript": "*"
@@ -6790,6 +6908,11 @@
       "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
       "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
     },
+    "node_modules/whatwg-fetch": {
+      "version": "3.6.20",
+      "resolved": "https://registry.npmjs.org/whatwg-fetch/-/whatwg-fetch-3.6.20.tgz",
+      "integrity": "sha512-EqhiFU6daOA8kpjOWTL0olhVOF3i7OrFzSYiGsEMB8GcXS+RrzauAERX65xMeNWVqxA6HXH2m69Z9LaKKdisfg=="
+    },
     "node_modules/whatwg-url": {
       "version": "5.0.0",
       "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
@@ -6995,9 +7118,9 @@
       "dev": true
     },
     "node_modules/yaml": {
-      "version": "2.4.2",
-      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.4.2.tgz",
-      "integrity": "sha512-B3VqDZ+JAg1nZpaEmWtTXUlBneoGx6CPM9b0TENK6aoSu5t73dItudwdgmi6tHlIZZId4dZ9skcAQ2UbcyAeVA==",
+      "version": "2.4.5",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.4.5.tgz",
+      "integrity": "sha512-aBx2bnqDzVOyNKfsysjA2ms5ZlnjSAW2eG3/L5G/CSujfjLJTJsEw1bGw8kCf04KodQWk1pxlGnZ56CRxiawmg==",
       "bin": {
         "yaml": "bin.mjs"
       },
diff --git a/package.json b/package.json
index 79992c6..c0fe3dd 100644
--- a/package.json
+++ b/package.json
@@ -19,6 +19,7 @@
     "lucide-react": "^0.379.0",
     "next": "14.2.3",
     "openai": "^4.47.2",
+    "ollama": "^0.5.2",
     "prisma": "^5.14.0",
     "react": "^18",
     "react-dom": "^18",
diff --git a/src/app/actions.ts b/src/app/actions.ts
index 350ac0d..56f9732 100644
--- a/src/app/actions.ts
+++ b/src/app/actions.ts
@@ -2,15 +2,13 @@
 import prisma from '@/lib/prisma';
 import { extract, toMarkdown } from '@/lib/format';
 import { HfInference } from '@huggingface/inference';
+import { Ollama } from 'ollama'
 import { createStreamableValue } from 'ai/rsc';
 
 export async function recommend(messages: Message[]) {
-  
-  const inference = new HfInference(process.env.HUGGINGFACE_TOKEN);
-  const embedding = await inference.featureExtraction({
-    model: "sentence-transformers/all-MiniLM-L6-v2",
-    inputs: messages[messages.length - 1].content,
-  });
+
+  const ollama = new Ollama({ host: (process.env.OLLAMA_SCHEME || 'http')+'://'+(process.env.OLLAMA_HOST || 'localhost')+':'+(process.env.OLLAMA_PORT || 11434) })
+  const embedding = (await ollama.embeddings({ model: process.env.EMBEDDING_MODEL || 'not-defined', prompt: messages[messages.length - 1].content }))['embedding']
 
   // Query the database for similar watches
   const watches: Watch[] = await prisma.$queryRaw`
diff --git a/vectorize/requirements-mac.txt b/vectorize/requirements-mac.txt
deleted file mode 100644
index 0101f36..0000000
--- a/vectorize/requirements-mac.txt
+++ /dev/null
@@ -1,34 +0,0 @@
-certifi==2024.2.2
-charset-normalizer==3.3.2
-filelock==3.14.0
-fsspec==2024.5.0
-huggingface-hub==0.23.2
-idna==3.7
-Jinja2==3.1.4
-joblib==1.4.2
-MarkupSafe==2.1.5
-mpmath==1.3.0
-networkx==3.3
-numpy==1.26.4
-packaging==24.0
-pillow==10.3.0
-psycopg2-binary==2.9.9
-python-dateutil==2.9.0.post0
-pytz==2024.1
-PyYAML==6.0.1
-regex==2024.5.15
-requests==2.32.3
-safetensors==0.4.3
-scikit-learn==1.5.0
-scipy==1.13.1
-sentence-transformers==3.0.0
-six==1.16.0
-sympy==1.12.1
-threadpoolctl==3.5.0
-tokenizers==0.19.1
-torch==2.3.0
-tqdm==4.66.4
-transformers==4.41.2
-typing_extensions==4.12.0
-tzdata==2024.1
-urllib3==2.2.1
diff --git a/vectorize/requirements.txt b/vectorize/requirements.txt
index 678a943..bd9fc45 100644
--- a/vectorize/requirements.txt
+++ b/vectorize/requirements.txt
@@ -1,35 +1,2 @@
--f https://download.pytorch.org/whl/torch_stable.html
-torch==2.3.0+cpu
-certifi==2024.2.2
-charset-normalizer==3.3.2
-filelock==3.14.0
-fsspec==2024.5.0
-huggingface-hub==0.23.2
-idna==3.7
-Jinja2==3.1.4
-joblib==1.4.2
-MarkupSafe==2.1.5
-mpmath==1.3.0
-networkx==3.3
-numpy==1.26.4
-packaging==24.0
-pillow==10.3.0
-psycopg2-binary==2.9.9
-python-dateutil==2.9.0.post0
-pytz==2024.1
-PyYAML==6.0.1
-regex==2024.5.15
-requests==2.32.3
-safetensors==0.4.3
-scikit-learn==1.5.0
-scipy==1.13.1
-sentence-transformers==3.0.0
-six==1.16.0
-sympy==1.12.1
-threadpoolctl==3.5.0
-tokenizers==0.19.1
-tqdm==4.66.4
-transformers==4.41.2
-typing_extensions==4.12.0
-tzdata==2024.1
-urllib3==2.2.1
+ollama==0.2.1
+psycopg2_binary==2.9.9
diff --git a/vectorize/vectorize.py b/vectorize/vectorize.py
index 84ae442..7e5041c 100644
--- a/vectorize/vectorize.py
+++ b/vectorize/vectorize.py
@@ -1,17 +1,10 @@
-from sentence_transformers import SentenceTransformer
+import ollama
 import psycopg2
 import os
 from decimal import Decimal
 import re
 import csv
 
-def generate_embeddings(data):
-    # Generate embeddings for the extracted data
-    model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
-    embeddings = model.encode(data)
-    # Return the embeddings
-    return embeddings
-
 def prepare_database(conn, cur):
     # cur.execute("CREATE EXTENSION IF NOT EXISTS vector")
     # Create the table if it doesn't exist
@@ -51,28 +44,11 @@ def main():
 
     prepare_database(conn, cur);
 
-    # Create an empty array to store the extracted data
-    extracted_data = []
-
     # Loop over df and print each row with a : separator between columns
     with open('data/watches-full.csv', 'r', encoding='utf-8-sig') as file:
         reader = csv.DictReader(file)
         for row in reader:
-            # Add a : separator between the column name and value
             extract = [f"{column}: {value}" for column, value in row.items()]
-            # Join the columns into a single string
-            extract = "\r\n".join(extract)
-            # Append the extract to the extracted_data array
-            extracted_data.append(extract)
-
-    # Generate embeddings for the extracted data
-    embeddings = generate_embeddings(extracted_data)
-
-    # Store the watch and the embedding in pgsql
-    with open('data/watches-full.csv', 'r', encoding='utf-8-sig') as file:
-        reader = csv.DictReader(file)
-        index = 0
-        for row in reader:
             cur.execute(
                 'INSERT INTO watches ("brand", "model", "case_material", "strap_material", "movement_type", "water_resistance", "case_diameter_mm", "case_thickness_mm", "band_width_mm", "dial_color", "crystal_material", "complications", "power_reserve", "price_usd", "embedding") VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s)',
                 (
@@ -90,10 +66,10 @@ def main():
                     row['Complications'],
                     row['Power Reserve'],
                     int(re.sub("[^0-9.]", "", row['Price (USD)'])),
-                    embeddings[index].tolist()
+                    ollama.embeddings(model=os.getenv('EMBEDDING_MODEL'), prompt="\n".join(extract))['embedding'],
                 )
             )
-            ++index
+
     conn.commit()
 
     # Close the cursor and connection